Yes, Adrien does because he said to Plagg, "Whatever. She is just a friend." "just a friend". That explains everything, Adrien secretly loves Marinette. Adrien and Marinette are made for each other because when they are heroes and made the same mad face expressions that explains that Adrien/Cat Noir and Marinette/Ladybug are made for each other, just saying.